6533b82bfe1ef96bd128d757
RESEARCH PRODUCT
The calculation of the first positive Lyapunov exponent in sleep EEG data
Joachim RöschkeJürgen FellPeter E. Beckmannsubject
AdultMaleModels NeurologicalChaoticLyapunov exponentElectroencephalographyMeasure (mathematics)symbols.namesakemedicineHumansContraction (operator theory)MathematicsSleep StagesQuantitative Biology::Neurons and Cognitionmedicine.diagnostic_testGeneral NeuroscienceMathematical analysisBrainElectroencephalographySignal Processing Computer-AssistedMiddle AgedNonlinear Sciences::Chaotic DynamicsQuasiperiodic functionPhase spacesymbolsNeurology (clinical)Sleepdescription
To help determine if the EEG is quasiperiodic or chaotic we performed a new analysis by calculating the first positive Lyapunov exponent L1 from sleep EEG data. Lyapunov exponents measure the mean exponential expansion or contraction of a flow in phase space. L1 is zero for periodic as well as quasiperiodic processes, but positive in case of chaotic processes expressing the sensitive dependence on initial conditions. We calculated L1 for sleep EEG segments of 15 healthy male subjects corresponding to sleep stages I, II, III, IV and REM (according to Rechtschaffen and Kales). Our investigations support the assumption that EEG signals are neither quasiperiodic waves nor simple noise. Moreover, we found statistically significant differences between the values of L1 for different sleep stages.
year | journal | country | edition | language |
---|---|---|---|---|
1993-05-01 | Electroencephalography and Clinical Neurophysiology |